Neonatal Rhinitis and Respiratory Distress: An Overview of the Current Situation
Bibliographic record
Abstract
Neonatal rhinitis is a congenital obstructive condition characterised by mucosal oedema and rhinorrhea. This article investigates the association between respiratory distress and neonatal rhinitis among infants. A literature search was conducted by using several medical literature databases. Articles describing neonatal rhinitis and respiratory distress in neonates were retrieved and searched on the 30th of September, 2023. Nine articles met our inclusion criteria whereby 37 patients were included with ages ranging between 6 hours of life to 6 months. Respiratory distress was found in 54% of children with neonatal rhinitis. The most common cause of neonatal rhinitis was idiopathic, followed by Chlamydia infection, and in 1 patient, neonatal rhinitis ensued secondary to rhinitis. Analysis of the results indicates that neonatal rhinitis causes respiratory distress in infants. It should be considered as a cause of respiratory distress in newborns and managed accordingly.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.016 | 0.016 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.003 | 0.005 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".